<abstract xmlns="http://www.w3.org/1999/xhtml">

<p>Many small and interactive subsystems in music creation are produced continuously in development and evolution. This paper uses the nonlinear equation statistical method for audio classification, and its principle and implementation mechanism are perfect. This method has been widely used in many audio categories. On this basis, the application of the KLR algorithm in the audio classification system is further studied. Then, this mode is applied to the audio division of similar Musical Instruments. Finally, this paper will collect the violin and cello music signal simulation experiment. Then the nonlinear equation is compared with classical Logistic regression and SVM. The results show that this method has better advantages in classification and processing.</p>
</abstract>

Many small and interactive subsystems in music creation are produced continuously in development and evolution. This paper uses the nonlinear equation statistical method for audio classification, and its principle and implementation mechanism are perfect. This method has been widely used in many audio categories. On this basis, the application of the KLR algorithm in the audio classification system is further studied. Then, this mode is applied to the audio division of similar Musical Instruments. Finally, this paper will collect the violin and cello music signal simulation experiment. Then the nonlinear equation is compared with classical Logistic regression and SVM. The results show that this method has better advantages in classification and processing.

Numerical Simulation and Characteristic Analysis of Music Based on Nonlinear Equations

Applied Mathematics and Nonlinear Sciences

This work is licensed under the Creative Commons Attribution 4.0 International License.

Many small and interactive subsystems in music creation are produced continuously in development and evolution. This paper uses the nonlinear equation...

Numerical Simulation and Characteristic Analysis of Music Based on Nonlinear Equations

Publicado en línea: 06 jun 2023

Páginas: 1973 - 1982

Recibido: 12 jun 2022

Aceptado: 25 nov 2022

DOI: https://doi.org/10.2478/amns.2023.1.00301

Palabras clave
Nonlinear equation, Audio classification, Feature extraction, Music, Numerical simulation

© 2023 Yin Wang, published by Sciendo

This work is licensed under the Creative Commons Attribution 4.0 International License.

Numerical Simulation and Characteristic Analysis of Music Based on Nonlinear Equations

Publicado en línea: 06 jun 2023

Páginas: 1973 - 1982

Recibido: 12 jun 2022

Aceptado: 25 nov 2022

DOI: https://doi.org/10.2478/amns.2023.1.00301

Palabras claveNonlinear equation, Audio classification, Feature extraction, Music, Numerical simulation

© 2023 Yin Wang, published by Sciendo

This work is licensed under the Creative Commons Attribution 4.0 International License.

Palabras clave
Nonlinear equation, Audio classification, Feature extraction, Music, Numerical simulation